LearnLux vs Tapcheck
Six of fourteen models named LearnLux first on the direct prompt; zero named Tapcheck. LearnLux was named by thirteen of the fourteen models and Tapcheck by seven and LearnLux carries 31 labels and Tapcheck 10, so the shares are not directly comparable.
Named in one category this edition.
Named in two categories this edition.
Share is the count of first choices across the direct, paraphrase, budget and scale prompts over all fourteen models, for a mid-market B2B company; rank is within the category; every quote names the model and the prompt it came from. Both figures come from the financial wellness platforms page.
By framing
LearnLuxFirst choices, of fourteen modelsTapcheck
Every model, every framing
| Model | Direct | Paraphrase | Comparative | Budget-constrained | Scale-constrained | Negative |
|---|---|---|---|---|---|---|
| Claude Haiku 4.5 | | |||||
| GPT-5.4 mini | ||||||
| Gemini 3.5 Flash | | | | | ||
| Perplexity Sonar | | | | |||
| Grok 4.1 Fast | | | | |||
| Mistral Small | | | ||||
| DeepSeek V4 Flash | | | ||||
| Llama 4 Maverick | | | ||||
| Qwen 3.7 Flash | | |||||
| Kimi K2 | | | | |||
| GLM 4.7 FlashX | | | | |||
| MiniMax M2.5 | | |||||
| GPT-6 Luna | | | | |||
| Muse Glimmer 30B | | |
LearnLux Tapcheck first choice named as an alternative argued againstblank: not namedEach cell is one answer, LearnLux on the left and Tapcheck on the right.The direct prompt
LearnLux first, Tapcheck an alternative
6 of 14 modelsTapcheck was named in the answer but not as the choice, or not at all.Neither was the first choice, one was named
6 of 14 modelsThe answer put something else first and named one of the two as an alternative.Neither was named
2 of 14 modelsThe answer made no first choice from these two in this category.Bold names in an answer are the products the judge labeled a first choice; a model naming several gives each of them that label. The full answer text for every row is in the record.
By buyer segment
LearnLux24%#1 of 9Tapcheck7%#3 of 9LearnLux23%#1 of 9Tapcheck0%#– of 9What the models said about LearnLux
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Four of five in this category shown.
“More coaching-heavy, likely higher cost: Your Money Line or LearnLux” Perplexity Sonar · budget prompt · soft negative
“LearnLux is specifically designed as a B2B financial wellbeing platform for employers... could be valuable for mid-market companies looking for personalized support.” MiniMax M2.5 · direct prompt · first choice
“LearnLux: A B2B financial wellbeing platform that combines digital planning tools with unlimited 1:1 guidance from Certified Financial Planner professionals” Llama 4 Maverick · paraphrase prompt · first choice
“Partner with a B2B-focused platform like LearnLux, which offers digital planning tools and unlimited access to Certified Financial Planners” Mistral Small · paraphrase prompt · first choice
What the models said about Tapcheck
No label in this category carried a quote.
Comparisons are drawn for the top eight products in each category, each against each. The output is the models' output; nothing here is a recommendation by the index.